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| Section | Weight | Objectives |
|---|
| AI Infrastructure Fundamentals | 15% | - GPU Architecture and Types - AI Ecosystem Components - AI Infrastructure Requirements - AI Workload Characteristics
|
| AI Infrastructure Operations | 20% | - Troubleshooting Common Issues - Performance Optimization - Capacity Planning - Monitoring and Management Tools
|
| AI Infrastructure Security and Compliance | 10% | - Access Control and Authentication - Compliance Considerations - Security Best Practices
|
| Cisco AI Infrastructure Architecture | 30% | - Network Architecture for AI Workloads - Cisco UCS AI Infrastructure Solutions - Storage Architecture Considerations - Hyperconverged Infrastructure for AI
|
| AI Infrastructure Deployment | 25% | - Storage Configuration for AI - GPU Server Configuration - Hardware Installation and Configuration - Network Switch Configuration - Cabling and Connectivity
|
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Test 300-640 Lab Questions | 300-640 Test Questions Pdf
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Cisco Implementing Cisco Data Center AI Infrastructure Sample Questions (Q21-Q26):
NEW QUESTION # 21
A data center is deploying an AI infrastructure for LLM training and model inference. This infrastructure requires high GPU density, low-latency interconnects, and the ability to scale compute resources. When considering the Cisco UCS C885A M8 Rack Server for the deployment, which design aspect is the most critical for achieving optimal performance and scalability in this environment?
- A. implementing a redundant power supply configuration to ensure high availability
- B. selecting the appropriate Nexus Fabric and its configuration to minimize latency
- C. configuring the server with the minimum amount of RAM to reduce initial costs
- D. using the maximum number of CPU cores to support the virtualization overhead
Answer: B
Explanation:
For UCS C885A M8 servers running LLM training and inference workloads, the surrounding Nexus fabric design is critical because GPU-dense systems depend on low-latency, high- bandwidth, lossless network connectivity for scale-out performance. Selecting and configuring the correct Nexus fabric minimizes communication delays between compute nodes and enables the AI infrastructure to scale efficiently.
NEW QUESTION # 22
A network engineer is deploying an AI training fabric using Cisco Nexus switches with RoCEv2 enabled. During testing, packet drops occur when traffic bursts exceed buffer capacity. Which feature should be configured to minimize congestion and improve lossless Ethernet performance for GPU traffic?
- A. Priority Flow Control
- B. BPDU Guard
- C. DHCP Snooping
- D. Storm Control
Answer: A
Explanation:
Priority Flow Control (PFC) allows selective pausing of traffic classes during congestion, which is critical for RoCEv2 environments carrying GPU-to-GPU communication. AI workloads are highly sensitive to packet loss and retransmissions. BPDU Guard and DHCP Snooping are security features, while Storm Control only limits broadcast or multicast traffic and does not create lossless behavior for RDMA traffic.
NEW QUESTION # 23
What does workload distribution offer in an AI infrastructure with local and external resources?
- A. isolation of analytic functions within remote processing clusters
- B. distribution of computational tasks across multiple locations
- C. enforcement of fixed security policies on distribution endpoints
- D. restriction of automation to local storage and performance measures
Answer: D
Explanation:
Workload distribution in AI infrastructure enables computational tasks to be spread across local and external resources, improving scalability, resource utilization, and execution flexibility across multiple processing locations.
NEW QUESTION # 24
A global enterprise is deploying a new AI-driven analytics platform that requires high-performance GPU acceleration, large memory capacity, and robust virtualization support. The compute and GPU resources selected must provide direct GPU to GPU access leveraging NVLink technology.
Which set of products meets the requirements?
- A. UCS C220 M8 with NVIDIA A16 GPU
- B. UCS C240 M8 with NVIDIA L40 GPU
- C. UCS C845A M8 with AMD MI210 GPU
- D. UCS C885A M8 with NVIDIA H200 GPU
Answer: D
Explanation:
Cisco UCS C885A M8 with NVIDIA H200 GPUs is designed for high-performance AI workloads that require dense GPU acceleration, large memory capacity, and direct GPU-to-GPU communication through NVIDIA NVLink. This combination supports demanding analytics, training, and inference workloads where high-bandwidth GPU interconnect is required.
NEW QUESTION # 25
A network operations team deploys HyperFabric AI and wants to monitor fabric health to proactively identify performance issues. The team must track metrics specifically relevant to AI training workloads. Which metric is most critical for identifying congestion issues that could impact AI training performance in a HyperFabric AI deployment?
- A. PFC pause frame transmission rate per interface
- B. BGP EVPN route count per leaf switch
- C. VXLAN tunnel packet encapsulation rate
- D. spanning tree topology change notifications
Answer: A
Explanation:
PFC pause frame transmission rate is the key congestion indicator for lossless Ethernet fabrics used by AI training workloads. A high or increasing pause frame rate shows that interfaces are experiencing congestion and applying flow control, which can directly affect GPU-to-GPU communication performance in a HyperFabric AI environment.
NEW QUESTION # 26
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